October 2018
Intermediate to advanced
252 pages
6h 49m
English
In this recipe, we develop a modeling pipeline for classification that tries to classify the spam type into ham or spam. The modeling pipelines use the RMSProp model written using the Keras functional API.
Import the following libraries for use. pandas is a data analysis library in Python. Numpy is a numerical computation and Keras is a neural network API that will help us create the actual neural network:
from keras.layers import SimpleRNN, Embedding, Dense, LSTMfrom keras.models import Sequentialfrom keras.preprocessing.text import Tokenizerfrom keras.preprocessing.sequence import pad_sequencesimport numpy as npfrom sklearn.metrics import confusion_matriximport matplotlib.pyplot as pltimport pandas as pd